Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	8632
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.8 MiB
Average record size in memory	214.6 B

Variable types

Numeric	21
Categorical	1

Alerts

`balance` is highly overall correlated with `balance_freq` and 5 other fields	High correlation
`balance_freq` is highly overall correlated with `balance` and 1 other fields	High correlation
`purchases` is highly overall correlated with `one_purchases` and 7 other fields	High correlation
`one_purchases` is highly overall correlated with `purchases` and 3 other fields	High correlation
`install_purchases` is highly overall correlated with `purchases` and 4 other fields	High correlation
`cash_adv` is highly overall correlated with `balance` and 3 other fields	High correlation
`purchases_freq` is highly overall correlated with `purchases` and 5 other fields	High correlation
`one_purchases_freq` is highly overall correlated with `purchases` and 4 other fields	High correlation
`purchases_install_freq` is highly overall correlated with `purchases` and 4 other fields	High correlation
`cash_adv_freq` is highly overall correlated with `balance` and 3 other fields	High correlation
`cash_adv_trx` is highly overall correlated with `balance` and 3 other fields	High correlation
`purchases_trx` is highly overall correlated with `purchases` and 7 other fields	High correlation
`min_pay` is highly overall correlated with `balance` and 1 other fields	High correlation
`prc_full_pay` is highly overall correlated with `balance`	High correlation
`avg_ticket_expenses` is highly overall correlated with `purchases` and 6 other fields	High correlation
`credit_limit_rate` is highly overall correlated with `purchases` and 7 other fields	High correlation
`one_payment` is highly overall correlated with `one_purchases_freq`	High correlation
`debit_rate` is highly skewed (γ1 = 35.88491655)	Skewed
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`payments` has unique values	Unique
`debit_rate` has unique values	Unique
`purchases` has 1966 (22.8%) zeros	Zeros
`one_purchases` has 4110 (47.6%) zeros	Zeros
`install_purchases` has 3745 (43.4%) zeros	Zeros
`cash_adv` has 4427 (51.3%) zeros	Zeros
`purchases_freq` has 1966 (22.8%) zeros	Zeros
`one_purchases_freq` has 4110 (47.6%) zeros	Zeros
`purchases_install_freq` has 3745 (43.4%) zeros	Zeros
`cash_adv_freq` has 4427 (51.3%) zeros	Zeros
`cash_adv_trx` has 4427 (51.3%) zeros	Zeros
`purchases_trx` has 1963 (22.7%) zeros	Zeros
`prc_full_pay` has 5587 (64.7%) zeros	Zeros
`credit_limit_rate` has 1966 (22.8%) zeros	Zeros

Reproduction

Analysis started	2023-02-06 17:06:25.644146
Analysis finished	2023-02-06 17:07:48.355600
Duration	1 minute and 22.71 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	8632
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14603.271

Minimum	10001
Maximum	19190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	10001
5-th percentile	10487.55
Q1	12338.75
median	14593.5
Q3	16886.25
95-th percentile	18719.45
Maximum	19190
Range	9189
Interquartile range (IQR)	4547.5

Descriptive statistics

Standard deviation	2633.0359
Coefficient of variation (CV)	0.18030453
Kurtosis	-1.1889633
Mean	14603.271
Median Absolute Deviation (MAD)	2273.5
Skewness	0.0019343185
Sum	1.2605543 × 10⁸
Variance	6932877.9
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10001	1	< 0.1%
16112	1	< 0.1%
16126	1	< 0.1%
16125	1	< 0.1%
16124	1	< 0.1%
16123	1	< 0.1%
16122	1	< 0.1%
16121	1	< 0.1%
16120	1	< 0.1%
16119	1	< 0.1%
Other values (8622)	8622	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10001	1	< 0.1%
10002	1	< 0.1%
10003	1	< 0.1%
10005	1	< 0.1%
10006	1	< 0.1%
10007	1	< 0.1%
10008	1	< 0.1%
10009	1	< 0.1%
10010	1	< 0.1%
10011	1	< 0.1%

Value	Count	Frequency (%)
19190	1	< 0.1%
19189	1	< 0.1%
19188	1	< 0.1%
19186	1	< 0.1%
19184	1	< 0.1%
19183	1	< 0.1%
19182	1	< 0.1%
19181	1	< 0.1%
19180	1	< 0.1%
19179	1	< 0.1%

balance
Real number (ℝ)

Distinct	8627
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1601.9124

Minimum	0
Maximum	19043.139
Zeros	6
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	13.297958
Q1	148.47736
median	917.63234
Q3	2106.0281
95-th percentile	5937.2098
Maximum	19043.139
Range	19043.139
Interquartile range (IQR)	1957.5507

Descriptive statistics

Standard deviation	2095.8105
Coefficient of variation (CV)	1.3083178
Kurtosis	7.5507097
Mean	1601.9124
Median Absolute Deviation (MAD)	826.17398
Skewness	2.3737272
Sum	13827708
Variance	4392421.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	0.1%
40.900749	1	< 0.1%
296.905944	1	< 0.1%
765.109593	1	< 0.1%
2583.247881	1	< 0.1%
1146.669364	1	< 0.1%
757.470201	1	< 0.1%
1253.188317	1	< 0.1%
5058.299635	1	< 0.1%
1084.652647	1	< 0.1%
Other values (8617)	8617	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.1%
0.000199	1	< 0.1%
0.001146	1	< 0.1%
0.001214	1	< 0.1%
0.001289	1	< 0.1%
0.004816	1	< 0.1%
0.009684	1	< 0.1%
0.064811	1	< 0.1%
0.065402	1	< 0.1%
0.074724	1	< 0.1%

Value	Count	Frequency (%)
19043.13856	1	< 0.1%
18495.55855	1	< 0.1%
16304.88925	1	< 0.1%
16259.44857	1	< 0.1%
16115.5964	1	< 0.1%
15532.33972	1	< 0.1%
15258.2259	1	< 0.1%
15244.74865	1	< 0.1%
15155.53286	1	< 0.1%
14581.45914	1	< 0.1%

balance_freq
Real number (ℝ)

Distinct	42
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.89513391

Minimum	0
Maximum	1
Zeros	6
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.363636
Q1	0.909091
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.090909

Descriptive statistics

Standard deviation	0.20757666
Coefficient of variation (CV)	0.23189454
Kurtosis	3.3795572
Mean	0.89513391
Median Absolute Deviation (MAD)	0
Skewness	-2.0859805
Sum	7726.7959
Variance	0.043088071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
1	6128	71.0%
0.909091	406	4.7%
0.818182	274	3.2%
0.727273	220	2.5%
0.545455	217	2.5%
0.636364	202	2.3%
0.454545	169	2.0%
0.363636	167	1.9%
0.272727	140	1.6%
0.181818	117	1.4%
Other values (32)	592	6.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.1%
0.090909	25	0.3%
0.1	2	< 0.1%
0.125	2	< 0.1%
0.142857	1	< 0.1%
0.166667	1	< 0.1%
0.181818	117	1.4%
0.2	7	0.1%
0.222222	2	< 0.1%
0.25	5	0.1%

Value	Count	Frequency (%)
1	6128	71.0%
0.909091	406	4.7%
0.9	55	0.6%
0.888889	53	0.6%
0.875	57	0.7%
0.857143	50	0.6%
0.833333	59	0.7%
0.818182	274	3.2%
0.8	20	0.2%
0.777778	21	0.2%

purchases
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6012
Distinct (%)	69.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1025.818

Minimum	0
Maximum	49039.57
Zeros	1966
Zeros (%)	22.8%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	43.765
median	375.745
Q3	1146.42
95-th percentile	4060.2225
Maximum	49039.57
Range	49039.57
Interquartile range (IQR)	1102.655

Descriptive statistics

Standard deviation	2167.5288
Coefficient of variation (CV)	2.112976
Kurtosis	108.63701
Mean	1025.818
Median Absolute Deviation (MAD)	375.745
Skewness	8.0543316
Sum	8854860.8
Variance	4698181.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1966	22.8%
45.65	25	0.3%
150	15	0.2%
60	13	0.2%
100	12	0.1%
200	12	0.1%
450	12	0.1%
600	10	0.1%
70	10	0.1%
50	9	0.1%
Other values (6002)	6548	75.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1966	22.8%
0.01	3	< 0.1%
0.05	1	< 0.1%
1	2	< 0.1%
2	1	< 0.1%
4.44	1	< 0.1%
4.8	1	< 0.1%
4.99	1	< 0.1%
6.9	1	< 0.1%
7.26	1	< 0.1%

Value	Count	Frequency (%)
49039.57	1	< 0.1%
41050.4	1	< 0.1%
40040.71	1	< 0.1%
38902.71	1	< 0.1%
35131.16	1	< 0.1%
32539.78	1	< 0.1%
31299.35	1	< 0.1%
27957.68	1	< 0.1%
27790.42	1	< 0.1%
26784.62	1	< 0.1%

one_purchases
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3921
Distinct (%)	45.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	605.18172

Minimum	0
Maximum	40761.25
Zeros	4110
Zeros (%)	47.6%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	45
Q3	599.6625
95-th percentile	2729.1745
Maximum	40761.25
Range	40761.25
Interquartile range (IQR)	599.6625

Descriptive statistics

Standard deviation	1684.6477
Coefficient of variation (CV)	2.7837056
Kurtosis	160.05867
Mean	605.18172
Median Absolute Deviation (MAD)	45
Skewness	9.9338882
Sum	5223928.6
Variance	2838037.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4110	47.6%
45.65	43	0.5%
50	16	0.2%
200	15	0.2%
100	12	0.1%
150	12	0.1%
1000	12	0.1%
70	12	0.1%
250	11	0.1%
60	10	0.1%
Other values (3911)	4379	50.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4110	47.6%
0.01	6	0.1%
0.02	2	< 0.1%
0.05	1	< 0.1%
1	4	< 0.1%
1.4	1	< 0.1%
2	1	< 0.1%
4.99	1	< 0.1%
5	1	< 0.1%
6.9	1	< 0.1%

Value	Count	Frequency (%)
40761.25	1	< 0.1%
40624.06	1	< 0.1%
34087.73	1	< 0.1%
33803.84	1	< 0.1%
26547.43	1	< 0.1%
26514.32	1	< 0.1%
25122.77	1	< 0.1%
24543.52	1	< 0.1%
23032.97	1	< 0.1%
22257.39	1	< 0.1%

install_purchases
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4339
Distinct (%)	50.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	420.94495

Minimum	0
Maximum	22500
Zeros	3745
Zeros (%)	43.4%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	94.785
Q3	484.1475
95-th percentile	1800
Maximum	22500
Range	22500
Interquartile range (IQR)	484.1475

Descriptive statistics

Standard deviation	917.42729
Coefficient of variation (CV)	2.1794472
Kurtosis	94.158059
Mean	420.94495
Median Absolute Deviation (MAD)	94.785
Skewness	7.2148716
Sum	3633596.8
Variance	841672.84
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3745	43.4%
100	14	0.2%
200	13	0.2%
150	11	0.1%
125	11	0.1%
300	10	0.1%
75	9	0.1%
500	8	0.1%
450	8	0.1%
360	7	0.1%
Other values (4329)	4796	55.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3745	43.4%
1.95	1	< 0.1%
4.44	1	< 0.1%
4.8	1	< 0.1%
6.33	1	< 0.1%
7.26	1	< 0.1%
7.67	1	< 0.1%
9.58	1	< 0.1%
9.65	1	< 0.1%
9.68	1	< 0.1%

Value	Count	Frequency (%)
22500	1	< 0.1%
15497.19	1	< 0.1%
14686.1	1	< 0.1%
13184.43	1	< 0.1%
12738.47	1	< 0.1%
12560.85	1	< 0.1%
12541	1	< 0.1%
12375	1	< 0.1%
12235.05	1	< 0.1%
12128.94	1	< 0.1%

cash_adv
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4206
Distinct (%)	48.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	994.63622

Minimum	0
Maximum	47137.212
Zeros	4427
Zeros (%)	51.3%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1133.7529
95-th percentile	4723.928
Maximum	47137.212
Range	47137.212
Interquartile range (IQR)	1133.7529

Descriptive statistics

Standard deviation	2121.8418
Coefficient of variation (CV)	2.1332843
Kurtosis	52.12473
Mean	994.63622
Median Absolute Deviation (MAD)	0
Skewness	5.1386193
Sum	8585699.8
Variance	4502212.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4427	51.3%
2411.584248	1	< 0.1%
92.6579	1	< 0.1%
1486.243293	1	< 0.1%
855.232779	1	< 0.1%
3767.104707	1	< 0.1%
291.608512	1	< 0.1%
38.690552	1	< 0.1%
521.664369	1	< 0.1%
1974.202963	1	< 0.1%
Other values (4196)	4196	48.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4427	51.3%
14.222216	1	< 0.1%
18.042768	1	< 0.1%
18.117967	1	< 0.1%
18.123413	1	< 0.1%
18.126683	1	< 0.1%
18.149946	1	< 0.1%
18.204577	1	< 0.1%
18.240626	1	< 0.1%
18.280043	1	< 0.1%

Value	Count	Frequency (%)
47137.21176	1	< 0.1%
29282.10915	1	< 0.1%
27296.48576	1	< 0.1%
26268.69989	1	< 0.1%
26194.04954	1	< 0.1%
23130.82106	1	< 0.1%
22665.7785	1	< 0.1%
21943.84942	1	< 0.1%
20712.67008	1	< 0.1%
20277.33112	1	< 0.1%

purchases_freq
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49605607

Minimum	0
Maximum	1
Zeros	1966
Zeros (%)	22.8%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.083333
median	0.5
Q3	0.916667
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.833334

Descriptive statistics

Standard deviation	0.40127596
Coefficient of variation (CV)	0.80893266
Kurtosis	-1.6379842
Mean	0.49605607
Median Absolute Deviation (MAD)	0.416667
Skewness	0.032666608
Sum	4281.956
Variance	0.1610224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1	2125	24.6%
0	1966	22.8%
0.083333	620	7.2%
0.916667	391	4.5%
0.5	390	4.5%
0.833333	367	4.3%
0.166667	367	4.3%
0.333333	349	4.0%
0.25	328	3.8%
0.583333	309	3.6%
Other values (37)	1420	16.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1966	22.8%
0.083333	620	7.2%
0.090909	41	0.5%
0.1	23	0.3%
0.111111	16	0.2%
0.125	25	0.3%
0.142857	22	0.3%
0.166667	367	4.3%
0.181818	15	0.2%
0.2	17	0.2%

Value	Count	Frequency (%)
1	2125	24.6%
0.916667	391	4.5%
0.909091	28	0.3%
0.9	23	0.3%
0.888889	18	0.2%
0.875	26	0.3%
0.857143	23	0.3%
0.833333	367	4.3%
0.818182	20	0.2%
0.8	9	0.1%

one_purchases_freq
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2059945

Minimum	0
Maximum	1
Zeros	4110
Zeros (%)	47.6%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.083333
Q3	0.333333
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.333333

Descriptive statistics

Standard deviation	0.30009566
Coefficient of variation (CV)	1.4568139
Kurtosis	1.0560114
Mean	0.2059945
Median Absolute Deviation (MAD)	0.083333
Skewness	1.5035616
Sum	1778.1446
Variance	0.090057407
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	4110	47.6%
0.083333	1056	12.2%
0.166667	576	6.7%
1	469	5.4%
0.25	408	4.7%
0.333333	346	4.0%
0.416667	243	2.8%
0.5	232	2.7%
0.583333	197	2.3%
0.666667	167	1.9%
Other values (37)	828	9.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4110	47.6%
0.083333	1056	12.2%
0.090909	54	0.6%
0.1	36	0.4%
0.111111	24	0.3%
0.125	35	0.4%
0.142857	33	0.4%
0.166667	576	6.7%
0.181818	33	0.4%
0.2	26	0.3%

Value	Count	Frequency (%)
1	469	5.4%
0.916667	151	1.7%
0.909091	4	< 0.1%
0.9	1	< 0.1%
0.888889	2	< 0.1%
0.875	6	0.1%
0.857143	1	< 0.1%
0.833333	115	1.3%
0.818182	10	0.1%
0.8	4	< 0.1%

purchases_install_freq
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36882714

Minimum	0
Maximum	1
Zeros	3745
Zeros (%)	43.4%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.166667
Q3	0.75
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.75

Descriptive statistics

Standard deviation	0.39809538
Coefficient of variation (CV)	1.0793549
Kurtosis	-1.4194671
Mean	0.36882714
Median Absolute Deviation (MAD)	0.166667
Skewness	0.48759201
Sum	3183.7158
Variance	0.15847993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	3745	43.4%
1	1296	15.0%
0.416667	381	4.4%
0.916667	340	3.9%
0.833333	304	3.5%
0.5	303	3.5%
0.166667	296	3.4%
0.666667	290	3.4%
0.75	284	3.3%
0.083333	248	2.9%
Other values (37)	1145	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3745	43.4%
0.083333	248	2.9%
0.090909	10	0.1%
0.1	5	0.1%
0.111111	8	0.1%
0.125	4	< 0.1%
0.142857	5	0.1%
0.166667	296	3.4%
0.181818	14	0.2%
0.2	8	0.1%

Value	Count	Frequency (%)
1	1296	15.0%
0.916667	340	3.9%
0.909091	25	0.3%
0.9	18	0.2%
0.888889	28	0.3%
0.875	28	0.3%
0.857143	29	0.3%
0.833333	304	3.5%
0.818182	20	0.2%
0.8	17	0.2%

cash_adv_freq
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	54
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13766797

Minimum	0
Maximum	1.5
Zeros	4427
Zeros (%)	51.3%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.25
95-th percentile	0.583333
Maximum	1.5
Range	1.5
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.20181644
Coefficient of variation (CV)	1.4659651
Kurtosis	3.1816644
Mean	0.13766797
Median Absolute Deviation (MAD)	0
Skewness	1.7952786
Sum	1188.3499
Variance	0.040729874
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4427	51.3%
0.083333	980	11.4%
0.166667	730	8.5%
0.25	573	6.6%
0.333333	434	5.0%
0.416667	272	3.2%
0.5	209	2.4%
0.583333	142	1.6%
0.666667	124	1.4%
0.090909	66	0.8%
Other values (44)	675	7.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4427	51.3%
0.083333	980	11.4%
0.090909	66	0.8%
0.1	36	0.4%
0.111111	23	0.3%
0.125	43	0.5%
0.142857	43	0.5%
0.166667	730	8.5%
0.181818	41	0.5%
0.2	21	0.2%

Value	Count	Frequency (%)
1.5	1	< 0.1%
1.25	1	< 0.1%
1.166667	2	< 0.1%
1.142857	1	< 0.1%
1.125	1	< 0.1%
1.1	1	< 0.1%
1.090909	1	< 0.1%
1	24	0.3%
0.916667	27	0.3%
0.909091	3	< 0.1%

cash_adv_trx
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	65
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3154541

Minimum	0
Maximum	123
Zeros	4427
Zeros (%)	51.3%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	15
Maximum	123
Range	123
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	6.9137395
Coefficient of variation (CV)	2.0853069
Kurtosis	60.407602
Mean	3.3154541
Median Absolute Deviation (MAD)	0
Skewness	5.6723042
Sum	28619
Variance	47.799794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4427	51.3%
1	839	9.7%
2	602	7.0%
3	429	5.0%
4	374	4.3%
5	300	3.5%
6	241	2.8%
7	202	2.3%
8	169	2.0%
10	147	1.7%
Other values (55)	902	10.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4427	51.3%
1	839	9.7%
2	602	7.0%
3	429	5.0%
4	374	4.3%
5	300	3.5%
6	241	2.8%
7	202	2.3%
8	169	2.0%
9	108	1.3%

Value	Count	Frequency (%)
123	3	< 0.1%
110	1	< 0.1%
107	1	< 0.1%
93	1	< 0.1%
80	1	< 0.1%
71	1	< 0.1%
69	1	< 0.1%
63	1	< 0.1%
62	3	< 0.1%
61	1	< 0.1%

purchases_trx
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	173
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.040199

Minimum	0
Maximum	358
Zeros	1963
Zeros (%)	22.7%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	7
Q3	18
95-th percentile	59
Maximum	358
Range	358
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	25.184222
Coefficient of variation (CV)	1.6744607
Kurtosis	33.942251
Mean	15.040199
Median Absolute Deviation (MAD)	7
Skewness	4.5777614
Sum	129827
Variance	634.24505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1963	22.7%
1	606	7.0%
12	537	6.2%
2	345	4.0%
6	340	3.9%
3	294	3.4%
4	277	3.2%
7	265	3.1%
8	263	3.0%
5	254	2.9%
Other values (163)	3488	40.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1963	22.7%
1	606	7.0%
2	345	4.0%
3	294	3.4%
4	277	3.2%
5	254	2.9%
6	340	3.9%
7	265	3.1%
8	263	3.0%
9	240	2.8%

Value	Count	Frequency (%)
358	1	< 0.1%
347	1	< 0.1%
344	1	< 0.1%
309	1	< 0.1%
308	1	< 0.1%
298	1	< 0.1%
274	1	< 0.1%
273	1	< 0.1%
254	1	< 0.1%
248	2	< 0.1%

credit_limit
Real number (ℝ)

Distinct	203
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4521.6379

Minimum	50
Maximum	30000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	50
5-th percentile	1000
Q1	1600
median	3000
Q3	6500
95-th percentile	12000
Maximum	30000
Range	29950
Interquartile range (IQR)	4900

Descriptive statistics

Standard deviation	3658.4287
Coefficient of variation (CV)	0.80909369
Kurtosis	2.7767005
Mean	4521.6379
Median Absolute Deviation (MAD)	1800
Skewness	1.5071901
Sum	39030778
Variance	13384100
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3000	751	8.7%
1500	695	8.1%
1200	597	6.9%
1000	595	6.9%
2500	584	6.8%
4000	470	5.4%
6000	449	5.2%
5000	370	4.3%
2000	364	4.2%
7500	273	3.2%
Other values (193)	3484	40.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50	1	< 0.1%
150	5	0.1%
200	3	< 0.1%
300	14	0.2%
400	3	< 0.1%
450	6	0.1%
500	112	1.3%
600	21	0.2%
650	1	< 0.1%
700	20	0.2%

Value	Count	Frequency (%)
30000	2	< 0.1%
28000	1	< 0.1%
25000	1	< 0.1%
23000	2	< 0.1%
22500	1	< 0.1%
22000	1	< 0.1%
21500	2	< 0.1%
21000	2	< 0.1%
20500	1	< 0.1%
20000	10	0.1%

payments
Real number (ℝ)

Distinct	8632
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1781.8237

Minimum	0.049513
Maximum	50721.483
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0.049513
5-th percentile	143.51994
Q1	418.75202
median	897.28271
Q3	1951.1421
95-th percentile	6142.6959
Maximum	50721.483
Range	50721.434
Interquartile range (IQR)	1532.3901

Descriptive statistics

Standard deviation	2895.588
Coefficient of variation (CV)	1.6250699
Kurtosis	54.549564
Mean	1781.8237
Median Absolute Deviation (MAD)	592.59303
Skewness	5.8694665
Sum	15380702
Variance	8384429.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
201.802084	1	< 0.1%
385.654237	1	< 0.1%
904.68554	1	< 0.1%
162.949236	1	< 0.1%
164.403739	1	< 0.1%
1679.00486	1	< 0.1%
209.392729	1	< 0.1%
1014.549633	1	< 0.1%
272.517748	1	< 0.1%
32.924384	1	< 0.1%
Other values (8622)	8622	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.049513	1	< 0.1%
0.056466	1	< 0.1%
3.500505	1	< 0.1%
4.523555	1	< 0.1%
4.841543	1	< 0.1%
9.533313	1	< 0.1%
12.773144	1	< 0.1%
14.500688	1	< 0.1%
16.385421	1	< 0.1%
18.125527	1	< 0.1%

Value	Count	Frequency (%)
50721.48336	1	< 0.1%
46930.59824	1	< 0.1%
40627.59524	1	< 0.1%
39461.9658	1	< 0.1%
39048.59762	1	< 0.1%
36066.75068	1	< 0.1%
35843.62593	1	< 0.1%
34107.07499	1	< 0.1%
33994.72785	1	< 0.1%
33486.31044	1	< 0.1%

min_pay
Real number (ℝ)

Distinct	8631
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	864.5275

Minimum	0.019163
Maximum	76406.208
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0.019163
5-th percentile	73.396258
Q1	169.21645
median	312.68409
Q3	825.49646
95-th percentile	2766.7162
Maximum	76406.208
Range	76406.188
Interquartile range (IQR)	656.28001

Descriptive statistics

Standard deviation	2373.0768
Coefficient of variation (CV)	2.7449408
Kurtosis	283.84406
Mean	864.5275
Median Absolute Deviation (MAD)	190.50134
Skewness	13.619443
Sum	7462601.4
Variance	5631493.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
299.351881	2	< 0.1%
139.509787	1	< 0.1%
277.546713	1	< 0.1%
6404.855484	1	< 0.1%
616.862544	1	< 0.1%
211.984193	1	< 0.1%
324.954747	1	< 0.1%
1600.26917	1	< 0.1%
150.317143	1	< 0.1%
216.090433	1	< 0.1%
Other values (8621)	8621	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.019163	1	< 0.1%
0.037744	1	< 0.1%
0.05588	1	< 0.1%
0.059481	1	< 0.1%
0.117036	1	< 0.1%
0.261984	1	< 0.1%
0.311953	1	< 0.1%
0.319475	1	< 0.1%
1.113027	1	< 0.1%
1.334075	1	< 0.1%

Value	Count	Frequency (%)
76406.20752	1	< 0.1%
61031.6186	1	< 0.1%
56370.04117	1	< 0.1%
50260.75947	1	< 0.1%
43132.72823	1	< 0.1%
42629.55117	1	< 0.1%
38512.12477	1	< 0.1%
31871.36379	1	< 0.1%
30528.4324	1	< 0.1%
29019.80288	1	< 0.1%

prc_full_pay
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1592809

Minimum	0
Maximum	1
Zeros	5587
Zeros (%)	64.7%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.166667
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.166667

Descriptive statistics

Standard deviation	0.29630102
Coefficient of variation (CV)	1.8602419
Kurtosis	2.2022385
Mean	0.1592809
Median Absolute Deviation (MAD)	0
Skewness	1.8863927
Sum	1374.9128
Variance	0.087794293
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	5587	64.7%
1	488	5.7%
0.083333	426	4.9%
0.166667	166	1.9%
0.25	156	1.8%
0.5	155	1.8%
0.090909	153	1.8%
0.333333	133	1.5%
0.1	94	1.1%
0.2	83	1.0%
Other values (37)	1191	13.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5587	64.7%
0.083333	426	4.9%
0.090909	153	1.8%
0.1	94	1.1%
0.111111	61	0.7%
0.125	52	0.6%
0.142857	54	0.6%
0.166667	166	1.9%
0.181818	75	0.9%
0.2	83	1.0%

Value	Count	Frequency (%)
1	488	5.7%
0.916667	77	0.9%
0.909091	19	0.2%
0.9	16	0.2%
0.888889	12	0.1%
0.875	18	0.2%
0.857143	12	0.1%
0.833333	63	0.7%
0.818182	17	0.2%
0.8	33	0.4%

tenure
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.534175

Minimum	6
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	6
5-th percentile	8
Q1	12
median	12
Q3	12
95-th percentile	12
Maximum	12
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.3112491
Coefficient of variation (CV)	0.11368382
Kurtosis	8.1508502
Mean	11.534175
Median Absolute Deviation (MAD)	0
Skewness	-3.0102343
Sum	99563
Variance	1.7193742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
12	7342	85.1%
11	356	4.1%
10	226	2.6%
6	184	2.1%
8	183	2.1%
7	177	2.1%
9	164	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	184	2.1%
7	177	2.1%
8	183	2.1%
9	164	1.9%
10	226	2.6%
11	356	4.1%
12	7342	85.1%

Value	Count	Frequency (%)
12	7342	85.1%
11	356	4.1%
10	226	2.6%
9	164	1.9%
8	183	2.1%
7	177	2.1%
6	184	2.1%

one_payment
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	134.9 KiB

1	4522
0	4110

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8632
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	4522	52.4%
0	4110	47.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	4522	52.4%
0	4110	47.6%

Most occurring characters

Value	Count	Frequency (%)
1	4522	52.4%
0	4110	47.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8632	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	4522	52.4%
0	4110	47.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	8632	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	4522	52.4%
0	4110	47.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8632	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	4522	52.4%
0	4110	47.6%

avg_ticket_expenses
Real number (ℝ)

Distinct	6330
Distinct (%)	73.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.903435

Minimum	0.01
Maximum	5981.6667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0.01
5-th percentile	1
Q1	1.0458293
median	13.676667
Q3	55.560903
95-th percentile	172.4294
Maximum	5981.6667
Range	5981.6567
Interquartile range (IQR)	54.515074

Descriptive statistics

Standard deviation	139.58607
Coefficient of variation (CV)	2.7971234
Kurtosis	442.96243
Mean	49.903435
Median Absolute Deviation (MAD)	12.676667
Skewness	14.883417
Sum	430766.45
Variance	19484.27
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1966	22.8%
45.65	17	0.2%
50	16	0.2%
60	10	0.1%
40	10	0.1%
100	8	0.1%
20	8	0.1%
35	7	0.1%
25	7	0.1%
30	7	0.1%
Other values (6320)	6576	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	1	< 0.1%
0.7	2	< 0.1%
0.9363495398	1	< 0.1%
0.9458804678	1	< 0.1%
0.9745222884	1	< 0.1%
0.9985912834	1	< 0.1%
0.9994417133	1	< 0.1%
0.9998222173	1	< 0.1%
0.9998334208	1	< 0.1%
1	1966	22.8%

Value	Count	Frequency (%)
5981.666667	1	< 0.1%
2600	1	< 0.1%
2523.438	1	< 0.1%
2000	2	< 0.1%
1875	1	< 0.1%
1865.044	1	< 0.1%
1810	1	< 0.1%
1709	1	< 0.1%
1591.5	1	< 0.1%
1500	1	< 0.1%

debit_rate
Real number (ℝ)

SKEWED UNIQUE

Distinct	8632
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.95522332

Minimum	0.00071260404
Maximum	95.242586
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0.00071260404
5-th percentile	0.089129372
Q1	0.38432138
median	0.75573772
Q3	1.1084204
95-th percentile	2.57751
Maximum	95.242586
Range	95.241873
Interquartile range (IQR)	0.72409898

Descriptive statistics

Standard deviation	1.4140996
Coefficient of variation (CV)	1.4803864
Kurtosis	2298.4148
Mean	0.95522332
Median Absolute Deviation (MAD)	0.3625526
Skewness	35.884917
Sum	8245.4877
Variance	1.9996776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2795097625	1	< 0.1%
2.309929403	1	< 0.1%
1.233056984	1	< 0.1%
1.333682746	1	< 0.1%
0.3338822657	1	< 0.1%
0.498523356	1	< 0.1%
4.279276649	1	< 0.1%
0.948026992	1	< 0.1%
0.06810284004	1	< 0.1%
5.012841385	1	< 0.1%
Other values (8622)	8622	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0007126040409	1	< 0.1%
0.0008395366687	1	< 0.1%
0.001332318214	1	< 0.1%
0.00137563274	1	< 0.1%
0.001443141501	1	< 0.1%
0.00159981886	1	< 0.1%
0.001676235847	1	< 0.1%
0.002533629151	1	< 0.1%
0.002878058831	1	< 0.1%
0.003694501127	1	< 0.1%

Value	Count	Frequency (%)
95.24258573	1	< 0.1%
17.0099304	1	< 0.1%
14.35301618	1	< 0.1%
13.99995818	1	< 0.1%
13.60114306	1	< 0.1%
12.90542858	1	< 0.1%
12.15774644	1	< 0.1%
11.6374204	1	< 0.1%
10.61397852	1	< 0.1%
10.61189654	1	< 0.1%

credit_limit_rate
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6331
Distinct (%)	73.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1247042.8

Minimum	0
Maximum	1.8389839 × 10⁸
Zeros	1966
Zeros (%)	22.8%
Negative	0
Negative (%)	0.0%
Memory size	134.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	12196.25
median	156128.25
Q3	801127.08
95-th percentile	5084731.1
Maximum	1.8389839 × 10⁸
Range	1.8389839 × 10⁸
Interquartile range (IQR)	788930.83

Descriptive statistics

Standard deviation	5193592.2
Coefficient of variation (CV)	4.1647264
Kurtosis	391.7112
Mean	1247042.8
Median Absolute Deviation (MAD)	156128.25
Skewness	16.448195
Sum	1.0764474 × 10¹⁰
Variance	2.69734 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1966	22.8%
50000	9	0.1%
30000	8	0.1%
25000	7	0.1%
7608.333333	7	0.1%
75000	7	0.1%
100000	7	0.1%
300000	6	0.1%
60000	6	0.1%
66666.66667	6	0.1%
Other values (6321)	6603	76.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1966	22.8%
5	1	< 0.1%
6.666666667	1	< 0.1%
8.333333333	1	< 0.1%
20	1	< 0.1%
200	1	< 0.1%
513.3333333	1	< 0.1%
833.3333333	1	< 0.1%
1166.666667	1	< 0.1%
1500	1	< 0.1%

Value	Count	Frequency (%)
183898387.5	1	< 0.1%
133923100	1	< 0.1%
124050920	1	< 0.1%
120122130	1	< 0.1%
116708130	1	< 0.1%
116309466.7	1	< 0.1%
86250000	1	< 0.1%
72606572.5	1	< 0.1%
72576031.67	1	< 0.1%
70262320	1	< 0.1%

Auto

Heatmap
Table

	id	balance	balance_freq	purchases	one_purchases	install_purchases	cash_adv	purchases_freq	one_purchases_freq	purchases_install_freq	cash_adv_freq	cash_adv_trx	purchases_trx	credit_limit	payments	min_pay	prc_full_pay	tenure	avg_ticket_expenses	debit_rate	credit_limit_rate	one_payment
id	1.000	-0.243	-0.121	-0.118	-0.187	-0.022	-0.047	-0.026	-0.181	0.019	-0.021	-0.022	-0.081	-0.375	-0.244	-0.205	0.059	-0.169	-0.033	0.044	-0.201	0.169
balance	-0.243	1.000	0.512	-0.014	0.130	-0.104	0.570	-0.163	0.103	-0.155	0.545	0.551	-0.065	0.378	0.419	0.900	-0.532	0.056	-0.387	0.093	0.037	0.022
balance_freq	-0.121	0.512	1.000	0.128	0.116	0.117	0.128	0.195	0.141	0.151	0.167	0.166	0.189	0.100	0.161	0.503	-0.222	0.226	-0.120	0.038	0.116	0.086
purchases	-0.118	-0.014	0.128	1.000	0.753	0.710	-0.387	0.794	0.694	0.609	-0.396	-0.388	0.886	0.264	0.398	-0.008	0.233	0.129	0.698	0.281	0.951	0.168
one_purchases	-0.187	0.130	0.116	0.753	1.000	0.208	-0.190	0.428	0.952	0.125	-0.186	-0.182	0.596	0.306	0.370	0.070	0.043	0.096	0.492	0.260	0.746	0.144
install_purchases	-0.022	-0.104	0.117	0.710	0.208	1.000	-0.358	0.786	0.191	0.922	-0.369	-0.360	0.784	0.127	0.234	-0.052	0.273	0.120	0.480	0.158	0.659	0.099
cash_adv	-0.047	0.570	0.128	-0.387	-0.190	-0.358	1.000	-0.454	-0.194	-0.378	0.940	0.951	-0.410	0.165	0.266	0.482	-0.280	-0.115	-0.829	0.305	-0.338	0.035
purchases_freq	-0.026	-0.163	0.195	0.794	0.428	0.786	-0.454	1.000	0.466	0.853	-0.455	-0.449	0.921	0.106	0.164	-0.104	0.292	0.091	0.570	0.164	0.748	0.397
one_purchases_freq	-0.181	0.103	0.141	0.694	0.952	0.191	-0.194	0.466	1.000	0.120	-0.182	-0.180	0.611	0.283	0.324	0.051	0.056	0.084	0.444	0.225	0.695	0.763
purchases_install_freq	0.019	-0.155	0.151	0.609	0.125	0.922	-0.378	0.853	0.120	1.000	-0.384	-0.376	0.781	0.051	0.112	-0.085	0.259	0.108	0.412	0.106	0.560	0.092
cash_adv_freq	-0.021	0.545	0.167	-0.396	-0.186	-0.369	0.940	-0.455	-0.182	-0.384	1.000	0.983	-0.411	0.090	0.202	0.456	-0.303	-0.133	-0.821	0.242	-0.356	0.130
cash_adv_trx	-0.022	0.551	0.166	-0.388	-0.182	-0.360	0.951	-0.449	-0.180	-0.376	0.983	1.000	-0.402	0.099	0.216	0.472	-0.296	-0.100	-0.820	0.248	-0.349	0.000
purchases_trx	-0.081	-0.065	0.189	0.886	0.596	0.784	-0.410	0.921	0.611	0.781	-0.411	-0.402	1.000	0.193	0.279	-0.026	0.248	0.164	0.567	0.205	0.842	0.268
credit_limit	-0.375	0.378	0.100	0.264	0.306	0.127	0.165	0.106	0.283	0.051	0.090	0.099	0.193	1.000	0.470	0.264	0.017	0.168	0.060	0.180	0.482	0.229
payments	-0.244	0.419	0.161	0.398	0.370	0.234	0.266	0.164	0.324	0.112	0.202	0.216	0.279	0.470	1.000	0.368	0.158	0.204	0.033	0.022	0.420	0.082
min_pay	-0.205	0.900	0.503	-0.008	0.070	-0.052	0.482	-0.104	0.051	-0.085	0.456	0.472	-0.026	0.264	0.368	1.000	-0.479	0.136	-0.335	-0.061	0.016	0.034
prc_full_pay	0.059	-0.532	-0.222	0.233	0.043	0.273	-0.280	0.292	0.056	0.259	-0.303	-0.296	0.248	0.017	0.158	-0.479	1.000	0.013	0.283	0.008	0.217	0.024
tenure	-0.169	0.056	0.226	0.129	0.096	0.120	-0.115	0.091	0.084	0.108	-0.133	-0.100	0.164	0.168	0.204	0.136	0.013	1.000	0.101	-0.208	0.160	0.089
avg_ticket_expenses	-0.033	-0.387	-0.120	0.698	0.492	0.480	-0.829	0.570	0.444	0.412	-0.821	-0.820	0.567	0.060	0.033	-0.335	0.283	0.101	1.000	-0.038	0.659	0.084
debit_rate	0.044	0.093	0.038	0.281	0.260	0.158	0.305	0.164	0.225	0.106	0.242	0.248	0.205	0.180	0.022	-0.061	0.008	-0.208	-0.038	1.000	0.256	0.000
credit_limit_rate	-0.201	0.037	0.116	0.951	0.746	0.659	-0.338	0.748	0.695	0.560	-0.356	-0.349	0.842	0.482	0.420	0.016	0.217	0.160	0.659	0.256	1.000	0.075
one_payment	0.169	0.022	0.086	0.168	0.144	0.099	0.035	0.397	0.763	0.092	0.130	0.000	0.268	0.229	0.082	0.034	0.024	0.089	0.084	0.000	0.075	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	balance	balance_freq	purchases	one_purchases	install_purchases	cash_adv	purchases_freq	one_purchases_freq	purchases_install_freq	cash_adv_freq	cash_adv_trx	purchases_trx	credit_limit	payments	min_pay	prc_full_pay	tenure	one_payment	avg_ticket_expenses	debit_rate	credit_limit_rate
0	10001	40.900749	0.818182	95.40	0.00	95.40	0.000000	0.166667	0.000000	0.083333	0.00	0	2	1000.0	201.802084	139.509787	0.000000	12	0	47.700000	0.279510	1.590000e+04
1	10002	3202.467416	0.909091	0.00	0.00	0.00	6442.945483	0.000000	0.000000	0.000000	0.25	4	0	7000.0	4103.032597	1072.340217	0.222222	12	0	1.000000	1.244924	0.000000e+00
2	10003	2495.148862	1.000000	773.17	773.17	0.00	0.000000	1.000000	1.000000	0.000000	0.00	0	12	7500.0	622.066742	627.284787	0.000000	12	1	64.430833	0.618857	9.664625e+05
4	10005	817.714335	1.000000	16.00	16.00	0.00	0.000000	0.083333	0.083333	0.000000	0.00	0	1	1200.0	678.334763	244.791237	0.000000	12	1	16.000000	0.017332	3.200000e+03
5	10006	1809.828751	1.000000	1333.28	0.00	1333.28	0.000000	0.666667	0.000000	0.583333	0.00	0	8	1800.0	1400.057770	2407.246035	0.000000	12	0	166.660000	0.350190	3.999840e+05
6	10007	627.260806	1.000000	7091.01	6402.63	688.38	0.000000	1.000000	1.000000	1.000000	0.00	0	64	13500.0	6354.314328	198.065894	1.000000	12	1	110.797031	1.082204	1.595477e+07
7	10008	1823.652743	1.000000	436.20	0.00	436.20	0.000000	1.000000	0.000000	1.000000	0.00	0	12	2300.0	679.065082	532.033990	0.000000	12	0	36.350000	0.360169	1.672100e+05
8	10009	1014.926473	1.000000	861.49	661.49	200.00	0.000000	0.333333	0.083333	0.250000	0.00	0	5	7000.0	688.278568	311.963409	0.000000	12	1	172.298000	0.861282	1.005072e+06
9	10010	152.225975	0.545455	1281.60	1281.60	0.00	0.000000	0.166667	0.166667	0.000000	0.00	0	3	11000.0	1164.770591	100.302262	0.000000	12	1	427.200000	1.013064	2.349600e+06
10	10011	1293.124939	1.000000	920.12	0.00	920.12	0.000000	1.000000	0.000000	1.000000	0.00	0	12	1200.0	1083.301007	2172.697765	0.000000	12	0	76.676667	0.282592	1.840240e+05

	id	balance	balance_freq	purchases	one_purchases	install_purchases	cash_adv	purchases_freq	one_purchases_freq	purchases_install_freq	cash_adv_freq	cash_adv_trx	purchases_trx	credit_limit	payments	min_pay	prc_full_pay	tenure	one_payment	avg_ticket_expenses	debit_rate	credit_limit_rate
8938	19179	78.818407	0.500000	0.00	0.00	0.00	1113.186078	0.000000	0.000000	0.000000	0.166667	7	0	1200.0	1397.770131	21.821194	0.333333	6	0	1.000000	0.784160	0.000000
8939	19180	728.352548	1.000000	734.40	734.40	0.00	239.891038	0.333333	0.333333	0.000000	0.166667	2	2	1000.0	72.530037	110.950798	0.000000	6	1	4.027810	5.310043	122400.000000
8940	19181	130.838554	1.000000	591.24	0.00	591.24	0.000000	1.000000	0.000000	0.833333	0.000000	0	6	1000.0	475.523262	82.771320	1.000000	6	0	98.540000	1.059011	98540.000000
8941	19182	5967.475270	0.833333	214.55	0.00	214.55	8555.409326	0.833333	0.000000	0.666667	0.666667	13	5	9000.0	966.202912	861.949906	0.000000	6	0	1.024479	4.797170	321825.000000
8942	19183	40.829749	1.000000	113.28	0.00	113.28	0.000000	1.000000	0.000000	0.833333	0.000000	0	6	1000.0	94.488828	86.283101	0.250000	6	0	18.880000	0.626646	18880.000000
8943	19184	5.871712	0.500000	20.90	20.90	0.00	0.000000	0.166667	0.166667	0.000000	0.000000	0	1	500.0	58.644883	43.473717	0.000000	6	1	20.900000	0.204664	1741.666667
8945	19186	28.493517	1.000000	291.12	0.00	291.12	0.000000	1.000000	0.000000	0.833333	0.000000	0	6	1000.0	325.594462	48.886365	0.500000	6	0	48.520000	0.777396	48520.000000
8947	19188	23.398673	0.833333	144.40	0.00	144.40	0.000000	0.833333	0.000000	0.666667	0.000000	0	5	1000.0	81.270775	82.418369	0.250000	6	0	28.880000	0.882160	24066.666667
8948	19189	13.457564	0.833333	0.00	0.00	0.00	36.558778	0.000000	0.000000	0.000000	0.166667	2	0	500.0	52.549959	55.755628	0.250000	6	0	1.000000	0.337552	0.000000
8949	19190	372.708075	0.666667	1093.25	1093.25	0.00	127.040008	0.666667	0.666667	0.000000	0.333333	2	23	1200.0	63.165404	88.288956	0.000000	6	1	8.133097	8.057147	218650.000000

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample